AI & Agents

Fireworks AI: You’re Wasting Money Unless You Route Across a Portfolio of Models

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Fireworks AI VP Rob Ferguson told The Register that most companies shouldn’t run inference on-prem, because idle GPUs burn money. “Ten thousand GPUs” is roughly a billion dollars of capital.

The pitch

He argues the best “model” is really a portfolio: route each task to whichever model fits it best. Fireworks builds custom routers that grade task difficulty and model affinities, for example a model that’s a little better at JavaScript than Python. For sensitive work there’s a Sovereign offering.

My take

Routing between models makes sense, but remember who’s saying it: a managed inference vendor. If you can keep your hardware busy, or your data can’t leave, local still wins.

God Bless, and Use the Source!

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